It was a mistake, a slip of the finger. She’d intended to text her friend about the ridiculous outfit her aunt wore to the party. The message, filled with cutting commentary, went to her aunt. Her stomach felt like it was twisting into knots.

She found herself muttering under her breath, a string of curses that she rarely used. The air in the room felt charged, like a thunderstorm was brewing. She imagined her aunt’s hurt expression. She hated that she’d hurt her.

She wanted to blame someone, anything, but there was no one to blame but herself. She sank into a chair, the weight of her blunder crushing her.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262